{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\"\n",
    "绘制台风登陆的图\n",
    "\"\"\"\n",
    "import shapely.geometry as sgmen\n",
    "import shapely\n",
    "import shapefile\n",
    "import numpy as np\n",
    "from scipy import stats\n",
    "import pandas as pd\n",
    "import glob\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.ticker as mticker\n",
    "from cnmaps import get_adm_maps,draw_maps\n",
    "from cartopy.mpl.ticker import LongitudeFormatter, LatitudeFormatter\n",
    "import cartopy.crs as ccrs\n",
    "from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "filepath = glob.glob(r'D:\\WORKcode\\pythoncode\\ncdata\\typath\\CMA_csv\\*')\n",
    "coastline = shapefile.Reader(\"D:\\\\maplist\\\\coastline\\\\ne_110m_coastline.shp\")\n",
    "coastline1 = coastline\n",
    "border = coastline1.shapes()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2003\n",
      "2004\n",
      "2005\n",
      "2006\n",
      "2007\n",
      "2008\n",
      "2009\n",
      "2010\n",
      "2011\n",
      "2012\n",
      "2013\n",
      "2014\n",
      "2015\n",
      "2016\n",
      "2017\n",
      "2018\n",
      "2019\n"
     ]
    }
   ],
   "source": [
    "alist=[]\n",
    "for i in filepath:\n",
    "    if int(i[-8:-4]) not in np.arange(2003,2020,1):\n",
    "        continue\n",
    "    print(i[-8:-4])\n",
    "    df=pd.read_excel(i)\n",
    "    # 去除重复的名字\n",
    "    namelist=df['name_en'].drop_duplicates().reset_index()['name_en']\n",
    "    for j in [94,65,66]:\n",
    "        for name_i in namelist:\n",
    "            temp=df[df['name_en']==name_i]\n",
    "            tyline=sgmen.LineString(zip(temp['lon'],temp['lat']))\n",
    "            coast_points=border[j].points\n",
    "            coast_line=sgmen.LineString(coast_points)\n",
    "            xiang_jiao=tyline.intersection(coast_line)\n",
    "            if xiang_jiao.is_empty:\n",
    "                continue\n",
    "            alist.append(xiang_jiao)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MULTIPOINT (110.33017194565478 20.328997120551932, 109.78491063657036 20.572953901429013, 107.75438798352882 21.362838548449304)\n"
     ]
    }
   ],
   "source": [
    "print(alist[3].geoms[:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "106.07383536360199"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alist[0].coords.xy[0][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "Xlon = []\n",
    "Ylat = []\n",
    "rouNum = 1\n",
    "for i in alist:\n",
    "    if type(i) == shapely.geometry.multipoint.MultiPoint:\n",
    "        for j in i.geoms[:]:\n",
    "            Xlon.append(round(j.xy[0][0], rouNum))\n",
    "            Ylat.append(round(j.xy[1][0], rouNum))\n",
    "    else:\n",
    "        Xlon.append(round(i.coords.xy[0][0], rouNum))\n",
    "        Ylat.append(round(i.coords.xy[1][0], rouNum))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "box1 = [80, 135, 7.5, 55]\n",
    "fig = plt.figure(figsize=(16, 9))\n",
    "ax = fig.subplots(1, 1, subplot_kw={'projection': ccrs.PlateCarree()})\n",
    "ax.coastlines('50m')\n",
    "ax.set_extent(box1, crs=ccrs.PlateCarree())\n",
    "xy = np.vstack([Xlon, Ylat])\n",
    "z = stats.gaussian_kde(xy)(xy)\n",
    "colorbar = ax.scatter(Xlon[:], Ylat[:], c=z,\n",
    "                      cmap='jet', transform=ccrs.PlateCarree())\n",
    "# plt.colorbar(colorbar)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.06316038 0.06316038 0.06458857 0.06458857 0.01822392 0.03565842\n",
      " 0.02212827 0.03630182 0.03256321]\n",
      "[4 6 8 5 7 0 1 2 3]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x137da6e5480>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = [0, 0, 1, 1, 1, 4, 5, 7, 8]\n",
    "y = [0, 0, 1, 1, 3, 5, 7, 8, 9]\n",
    "xy = np.vstack([x, y])\n",
    "z = stats.gaussian_kde(xy)(xy)\n",
    "print(z)\n",
    "idx = z.argsort()\n",
    "print(idx)\n",
    "# x, y, z = x[idx], y[idx], z[idx]\n",
    "colorbar = plt.scatter(x, y, c=z, cmap='jet')\n",
    "plt.colorbar(colorbar)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.10.4 ('py310')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.4"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "1af7d1ae3c55d82bbda2a5569c7a9f2f2d33ff4c43dd1c666120ac4867346c8c"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
